As of midnight, with all precincts reporting, Mr. Page had a remarkable two-vote lead over Mr. Berger, according to The A.P., a stunning turn of events given the millions of dollars that Mr. Berger and his allies had poured into the race to beat the sheriff. Mr. Trump had also endorsed Mr. Berger, who has served the district for decades and led the State Senate since 2011.